{"id":"W2538734238","doi":"10.1177/0706743716675856","title":"Good News? A Longitudinal Analysis of Newspaper Portrayals of Mental Illness in Canada 2005 to 2015","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Mental Health Commission","keywords":"Newspaper; Content analysis; Mental illness; Mental health; Stigma (botany); Tone (literature); Psychology; Front page; Commission; Medicine; Psychiatry; Advertising; Media studies; Political science; Sociology; Social science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001527366,0.0002861843,0.0003460337,0.004254531,0.00250377,0.002703155,0.001149609,0.000627895,0.002859461],"category_scores_gemma":[0.01038274,0.0003187936,0.0005974825,0.01039066,0.0007825083,0.001134402,0.001276697,0.001351802,0.0005281594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01880105,"about_ca_system_score_gemma":0.02132078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9708026,"about_ca_topic_score_gemma":0.9747481,"domain_scores_codex":[0.9984913,0.0001191146,0.0001148373,0.0001669774,0.0007016441,0.0004060851],"domain_scores_gemma":[0.9844817,0.0009612767,0.004535445,0.0003340013,0.007992649,0.001694979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001165366,0.00005737235,0.9865306,0.00008775203,0.00007770263,0.00008456481,0.004425855,0.00006773776,0.0001072766,0.0001166036,0.002629767,0.005698198],"study_design_scores_gemma":[0.000001821801,0.0000204937,0.9944791,0.00004955666,0.00001766905,0.00003286732,0.003400981,0.0001343599,0.00004353876,0.00001048459,0.001797627,0.0000115266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9714106,0.00140932,0.0001090991,0.001449715,0.00005005125,0.00008240394,0.02083391,0.00002200438,0.00463299],"genre_scores_gemma":[0.9899161,0.0008806448,0.0001813542,0.0002030757,0.00003072418,0.00004522938,0.007244591,0.00001296193,0.001485205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02919739,"threshold_uncertainty_score":0.1364118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866307612634844,"score_gpt":0.3134274583095703,"score_spread":0.2947643821832219,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}